Basic Statistics

Raw Counts

Name Value
Rows 1,925
Columns 231
Discrete columns 2
Continuous columns 229
All missing columns 0
Missing observations 223,863
Complete Rows 545
Total observations 444,675
Memory allocation 3.4 Mb

Percentages

Data Structure

Missing Data Profile

Univariate Distribution

Histogram

Bar Chart (with frequency)

QQ Plot

## Warning: Removed 12 rows containing non-finite outside the scale range
## (`stat_qq()`).
## Warning: Removed 12 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 3450 rows containing non-finite outside the scale range
## (`stat_qq()`).
## Warning: Removed 3450 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 5166 rows containing non-finite outside the scale range
## (`stat_qq()`).
## Warning: Removed 5166 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 5166 rows containing non-finite outside the scale range (`stat_qq()`).
## Removed 5166 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 5166 rows containing non-finite outside the scale range (`stat_qq()`).
## Removed 5166 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 5166 rows containing non-finite outside the scale range (`stat_qq()`).
## Removed 5166 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 5166 rows containing non-finite outside the scale range (`stat_qq()`).
## Removed 5166 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 5166 rows containing non-finite outside the scale range (`stat_qq()`).
## Removed 5166 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 5166 rows containing non-finite outside the scale range (`stat_qq()`).
## Removed 5166 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 5166 rows containing non-finite outside the scale range (`stat_qq()`).
## Removed 5166 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 5166 rows containing non-finite outside the scale range (`stat_qq()`).
## Removed 5166 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 5166 rows containing non-finite outside the scale range (`stat_qq()`).
## Removed 5166 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 5166 rows containing non-finite outside the scale range (`stat_qq()`).
## Removed 5166 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 5166 rows containing non-finite outside the scale range (`stat_qq()`).
## Removed 5166 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 5166 rows containing non-finite outside the scale range (`stat_qq()`).
## Removed 5166 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 5166 rows containing non-finite outside the scale range (`stat_qq()`).
## Removed 5166 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 5166 rows containing non-finite outside the scale range (`stat_qq()`).
## Removed 5166 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 5166 rows containing non-finite outside the scale range (`stat_qq()`).
## Removed 5166 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 5166 rows containing non-finite outside the scale range (`stat_qq()`).
## Removed 5166 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 5166 rows containing non-finite outside the scale range (`stat_qq()`).
## Removed 5166 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 5166 rows containing non-finite outside the scale range (`stat_qq()`).
## Removed 5166 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 3825 rows containing non-finite outside the scale range
## (`stat_qq()`).
## Warning: Removed 3825 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 3132 rows containing non-finite outside the scale range
## (`stat_qq()`).
## Warning: Removed 3132 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 3177 rows containing non-finite outside the scale range
## (`stat_qq()`).
## Warning: Removed 3177 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 3132 rows containing non-finite outside the scale range
## (`stat_qq()`).
## Warning: Removed 3132 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

## Warning: Removed 1074 rows containing non-finite outside the scale range
## (`stat_qq()`).
## Warning: Removed 1074 rows containing non-finite outside the scale range
## (`stat_qq_line()`).

Correlation Analysis

## Warning in cor(x = structure(list(PATIENT_VISIT_IDENTIFIER = c(0, 1, 1, : the
## standard deviation is zero

Principal Component Analysis

## Warning in plot_prcomp(data = structure(list(PATIENT_VISIT_IDENTIFIER = c(0, : The following features are dropped due to zero variance:
##  * ALBUMIN_DIFF
##  * BE_ARTERIAL_DIFF
##  * BE_VENOUS_DIFF
##  * BIC_ARTERIAL_DIFF
##  * BIC_VENOUS_DIFF
##  * BILLIRUBIN_DIFF
##  * BLAST_DIFF
##  * CALCIUM_DIFF
##  * CREATININ_DIFF
##  * FFA_DIFF
##  * GGT_DIFF
##  * GLUCOSE_DIFF
##  * HEMATOCRITE_DIFF
##  * HEMOGLOBIN_DIFF
##  * INR_DIFF
##  * LACTATE_DIFF
##  * LEUKOCYTES_DIFF
##  * LINFOCITOS_DIFF
##  * NEUTROPHILES_DIFF
##  * P02_ARTERIAL_DIFF
##  * P02_VENOUS_DIFF
##  * PC02_ARTERIAL_DIFF
##  * PC02_VENOUS_DIFF
##  * PCR_DIFF
##  * PH_ARTERIAL_DIFF
##  * PH_VENOUS_DIFF
##  * PLATELETS_DIFF
##  * POTASSIUM_DIFF
##  * SAT02_ARTERIAL_DIFF
##  * SAT02_VENOUS_DIFF
##  * SODIUM_DIFF
##  * TGO_DIFF
##  * TGP_DIFF
##  * TTPA_DIFF
##  * UREA_DIFF
##  * DIMER_DIFF